FAST-EO, a new initiative funded by ESA Φ-lab and involving researchers from the German Aerospace Center (DLR), Forschungszentrum Jülich, KP Labs, and IBM Research, aims to advance the integration and efficiency of multi-modal AI foundation models within the Earth observation sector.